We develop a theoretical framework for analyzing disparate censorship.
We characterize settings under which disparate censorship and undertesting are unlikely to lead to performance gaps across patient subgroups. We focus on ranking performance gaps: differences in within-group area under the receiver operating characteristic curve (AUC) and cross-AUC (xAUC,  [1]}).
